{"id":"W4402015278","doi":"10.1186/s12883-024-03810-0","title":"Opinions and experience of neurologists and neurology trainees in Saudi Arabia on functional neurological disorders: a survey based study","year":2024,"lang":"en","type":"article","venue":"BMC Neurology","topic":"Psychosomatic Disorders and Their Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Deanship of Scientific Research, King Saud University; College of Medicine, King Saud University; King Saud University","keywords":"Neurology; Neurochemistry; Medicine; Neurosurgery; Neuroradiology; Behavioral neurology; Psychiatry; Family medicine; Internal medicine; Disease; Dementia","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002426909,0.000245051,0.0004552593,0.0002839737,0.00004381873,0.00001416347,0.00008600005,0.000146277,0.00004927445],"category_scores_gemma":[0.0003318232,0.0001913526,0.0000570014,0.0002850443,0.0003192549,0.00004310047,0.00006097905,0.0003618378,0.000004036428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002460152,"about_ca_system_score_gemma":0.00004922655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001261923,"about_ca_topic_score_gemma":0.0007785837,"domain_scores_codex":[0.9978493,0.0005773525,0.0003678827,0.0007411898,0.0001644521,0.0002998059],"domain_scores_gemma":[0.9981425,0.001394426,0.00005691476,0.0002834448,0.00001857563,0.0001041835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002947089,0.001548472,0.9937305,0.00006402342,0.00002425793,0.0001905263,0.0003305224,0.00008985768,0.00003714249,0.000203784,0.00004494482,0.000788908],"study_design_scores_gemma":[0.002908656,0.0120738,0.9787057,0.00001680811,0.00002340537,0.0001075688,0.00002158238,0.005285679,0.000001686288,0.0005678419,0.0001864833,0.0001007526],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951679,0.0002714053,0.0001096095,0.003098948,0.000394499,0.000695522,0.00002693536,0.00006336008,0.0001718588],"genre_scores_gemma":[0.9973001,0.00005898884,0.00002960074,0.002403194,0.0000254566,0.0001242595,0.00002543468,0.00002293908,0.00001003055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01502474,"threshold_uncertainty_score":0.7803133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05697889540521451,"score_gpt":0.3186900635224824,"score_spread":0.2617111681172679,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}